22 citations · 67 across the 15 of their papers we have counts for
5 papers · 1 filter
ModelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal Control
Xingshuai Huang, Di Wu, Michael Jenkin +1
Traffic signal control is of critical importance for the effective use of transportation infrastructures. The rapid increase of vehicle traffic and changes in traffic patterns make…
Learning-based synthesis of robust linear time-invariant controllers
Marc-Antoine Beaudoin, Benoit Boulet
Recent advances in learning for control allow to synthesize vehicle controllers from learned system dynamics and maintain robust stability guarantees. However, no approach is well-…
Improving gearshift controllers for electric vehicles with reinforcement learning
Marc-Antoine Beaudoin, Benoit Boulet
During a multi-speed transmission development process, the final calibration of the gearshift controller parameters is usually performed on a physical test bench. Engineers typical…
Time Series Anomaly Detection for Smart Grids: A Survey
Jiuqi Elise Zhang, Di Wu, Benoit Boulet
With the rapid increase in the integration of renewable energy generation and the wide adoption of various electric appliances, power grids are now faced with more and more challen…
Data-driven Model Predictive and Reinforcement Learning Based Control for Building Energy Management: a Survey
Huiliang Zhang, Sayani Seal, Di Wu +3
Building energy management is one of the core problems in modern power grids to reduce energy consumption while ensuring occupants' comfort. However, the building energy management…